{
 "cells": [
  {
   "cell_type": "code",
   "id": "initial_id",
   "metadata": {
    "collapsed": true,
    "ExecuteTime": {
     "end_time": "2025-08-18T07:55:59.921815Z",
     "start_time": "2025-08-18T07:55:59.915009Z"
    }
   },
   "source": [
    "'''\n",
    "折线图  plot\n",
    "条形图  bar\n",
    "饼图 pie\n",
    "散点图  scatter\n",
    "箱线图  boxplot\n",
    "多个图表\n",
    "组合图\n",
    "'''"
   ],
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'\\n折线图  plot\\n条形图  bar\\n饼图 pie\\n散点图  scatter\\n箱线图  boxplot\\n多个图表\\n组合图\\n'"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "execution_count": 1
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-08-18T08:02:45.593349Z",
     "start_time": "2025-08-18T08:02:45.429684Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 绘制折线图\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib import rcParams # 字体\n",
    "# rcParams['font.family'] = 'STHeiti' #mac  win:SimHei\n",
    "rcParams['font.sans-serif'] = 'STHeiti'\n",
    "# 创建图表，设置大小\n",
    "plt.figure(figsize=(10,5))\n",
    "\n",
    "# 要绘图的数据\n",
    "month = ['1月','2月','3月','4月']\n",
    "sales = [100,150,80,130]\n",
    "# 绘制折线图\n",
    "plt.plot(month,sales,\n",
    "         label='产品A',\n",
    "         color='orange',\n",
    "         linewidth=2,\n",
    "         linestyle='--',\n",
    "         marker='o',)\n",
    "\n",
    "# 添加标题\n",
    "plt.title('2025年销售趋势', color='red',fontsize=20)\n",
    "# 添加坐标轴的标签\n",
    "plt.xlabel('月份',fontsize=10)\n",
    "plt.ylabel('销售额（万元）',fontsize=10)\n",
    "# 添加图例\n",
    "plt.legend(loc='upper left')\n",
    "# 添加网格线\n",
    "plt.grid(True,alpha=0.1,color='blue',linestyle='--')\n",
    "# plt.grid(axis='x')\n",
    "# 设置刻度字体大小\n",
    "plt.xticks(rotation=0,fontsize=12)\n",
    "plt.yticks(rotation=0,fontsize=12)\n",
    "# 设置y轴的范围\n",
    "plt.ylim(0,160)\n",
    "# 在每个数据点上显示数值\n",
    "for x,y in zip(month,sales):\n",
    "    plt.text(x,y+1,str(y),ha='center',va='bottom',fontsize=10)\n",
    "# 显示图表\n",
    "plt.show()"
   ],
   "id": "42e5a73a61d67420",
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "findfont: Font family 'STHeiti' not found.\n",
      "findfont: Font family 'STHeiti' not found.\n",
      "findfont: Font family 'STHeiti' not found.\n",
      "findfont: Font family 'STHeiti' not found.\n",
      "findfont: Font family 'STHeiti' not found.\n",
      "findfont: Font family 'STHeiti' not found.\n",
      "findfont: Font family 'STHeiti' not found.\n",
      "findfont: Font family 'STHeiti' not found.\n",
      "findfont: Font family 'STHeiti' not found.\n",
      "findfont: Font family 'STHeiti' not found.\n",
      "findfont: Font family 'STHeiti' not found.\n",
      "findfont: Font family 'STHeiti' not found.\n",
      "E:\\python-workspace\\python_analyse\\.venv\\Lib\\site-packages\\IPython\\core\\pylabtools.py:170: UserWarning: Glyph 38144 (\\N{CJK UNIFIED IDEOGRAPH-9500}) missing from font(s) DejaVu Sans.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "E:\\python-workspace\\python_analyse\\.venv\\Lib\\site-packages\\IPython\\core\\pylabtools.py:170: UserWarning: Glyph 21806 (\\N{CJK UNIFIED IDEOGRAPH-552E}) missing from font(s) DejaVu Sans.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "E:\\python-workspace\\python_analyse\\.venv\\Lib\\site-packages\\IPython\\core\\pylabtools.py:170: UserWarning: Glyph 39069 (\\N{CJK UNIFIED IDEOGRAPH-989D}) missing from font(s) DejaVu Sans.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "E:\\python-workspace\\python_analyse\\.venv\\Lib\\site-packages\\IPython\\core\\pylabtools.py:170: UserWarning: Glyph 65288 (\\N{FULLWIDTH LEFT PARENTHESIS}) missing from font(s) DejaVu Sans.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "E:\\python-workspace\\python_analyse\\.venv\\Lib\\site-packages\\IPython\\core\\pylabtools.py:170: UserWarning: Glyph 19975 (\\N{CJK UNIFIED IDEOGRAPH-4E07}) missing from font(s) DejaVu Sans.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "E:\\python-workspace\\python_analyse\\.venv\\Lib\\site-packages\\IPython\\core\\pylabtools.py:170: UserWarning: Glyph 20803 (\\N{CJK UNIFIED IDEOGRAPH-5143}) missing from font(s) DejaVu Sans.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "E:\\python-workspace\\python_analyse\\.venv\\Lib\\site-packages\\IPython\\core\\pylabtools.py:170: UserWarning: Glyph 65289 (\\N{FULLWIDTH RIGHT PARENTHESIS}) missing from font(s) DejaVu Sans.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "findfont: Font family 'STHeiti' not found.\n",
      "findfont: Font family 'STHeiti' not found.\n",
      "E:\\python-workspace\\python_analyse\\.venv\\Lib\\site-packages\\IPython\\core\\pylabtools.py:170: UserWarning: Glyph 24180 (\\N{CJK UNIFIED IDEOGRAPH-5E74}) missing from font(s) DejaVu Sans.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "E:\\python-workspace\\python_analyse\\.venv\\Lib\\site-packages\\IPython\\core\\pylabtools.py:170: UserWarning: Glyph 36235 (\\N{CJK UNIFIED IDEOGRAPH-8D8B}) missing from font(s) DejaVu Sans.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "E:\\python-workspace\\python_analyse\\.venv\\Lib\\site-packages\\IPython\\core\\pylabtools.py:170: UserWarning: Glyph 21183 (\\N{CJK UNIFIED IDEOGRAPH-52BF}) missing from font(s) DejaVu Sans.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "findfont: Font family 'STHeiti' not found.\n",
      "E:\\python-workspace\\python_analyse\\.venv\\Lib\\site-packages\\IPython\\core\\pylabtools.py:170: UserWarning: Glyph 26376 (\\N{CJK UNIFIED IDEOGRAPH-6708}) missing from font(s) DejaVu Sans.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "findfont: Font family 'STHeiti' not found.\n",
      "findfont: Font family 'STHeiti' not found.\n",
      "findfont: Font family 'STHeiti' not found.\n",
      "findfont: Font family 'STHeiti' not found.\n",
      "E:\\python-workspace\\python_analyse\\.venv\\Lib\\site-packages\\IPython\\core\\pylabtools.py:170: UserWarning: Glyph 20221 (\\N{CJK UNIFIED IDEOGRAPH-4EFD}) missing from font(s) DejaVu Sans.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "findfont: Font family 'STHeiti' not found.\n",
      "findfont: Font family 'STHeiti' not found.\n",
      "findfont: Font family 'STHeiti' not found.\n",
      "findfont: Font family 'STHeiti' not found.\n",
      "findfont: Font family 'STHeiti' not found.\n",
      "E:\\python-workspace\\python_analyse\\.venv\\Lib\\site-packages\\IPython\\core\\pylabtools.py:170: UserWarning: Glyph 20135 (\\N{CJK UNIFIED IDEOGRAPH-4EA7}) missing from font(s) DejaVu Sans.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "E:\\python-workspace\\python_analyse\\.venv\\Lib\\site-packages\\IPython\\core\\pylabtools.py:170: UserWarning: Glyph 21697 (\\N{CJK UNIFIED IDEOGRAPH-54C1}) missing from font(s) DejaVu Sans.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "findfont: Font family 'STHeiti' not found.\n",
      "findfont: Font family 'STHeiti' not found.\n",
      "findfont: Font family 'STHeiti' not found.\n",
      "findfont: Font family 'STHeiti' not found.\n",
      "findfont: Font family 'STHeiti' not found.\n",
      "findfont: Font family 'STHeiti' not found.\n",
      "findfont: Font family 'STHeiti' not found.\n",
      "findfont: Font family 'STHeiti' not found.\n",
      "findfont: Font family 'STHeiti' not found.\n",
      "findfont: Font family 'STHeiti' not found.\n",
      "findfont: Font family 'STHeiti' not found.\n",
      "findfont: Font family 'STHeiti' not found.\n",
      "findfont: Font family 'STHeiti' not found.\n",
      "findfont: Font family 'STHeiti' not found.\n",
      "findfont: Font family 'STHeiti' not found.\n",
      "findfont: Font family 'STHeiti' not found.\n",
      "findfont: Font family 'STHeiti' not found.\n",
      "findfont: Font family 'STHeiti' not found.\n",
      "findfont: Font family 'STHeiti' not found.\n",
      "findfont: Font family 'STHeiti' not found.\n",
      "findfont: Font family 'STHeiti' not found.\n",
      "findfont: Font family 'STHeiti' not found.\n",
      "findfont: Font family 'STHeiti' not found.\n",
      "findfont: Font family 'STHeiti' not found.\n",
      "findfont: Font family 'STHeiti' not found.\n",
      "findfont: Font family 'STHeiti' not found.\n",
      "findfont: Font family 'STHeiti' not found.\n",
      "findfont: Font family 'STHeiti' not found.\n",
      "findfont: Font family 'STHeiti' not found.\n",
      "findfont: Font family 'STHeiti' not found.\n",
      "findfont: Font family 'STHeiti' not found.\n",
      "findfont: Font family 'STHeiti' not found.\n",
      "findfont: Font family 'STHeiti' not found.\n",
      "findfont: Font family 'STHeiti' not found.\n",
      "findfont: Font family 'STHeiti' not found.\n",
      "findfont: Font family 'STHeiti' not found.\n",
      "findfont: Font family 'STHeiti' not found.\n",
      "findfont: Font family 'STHeiti' not found.\n",
      "findfont: Font family 'STHeiti' not found.\n",
      "findfont: Font family 'STHeiti' not found.\n",
      "findfont: Font family 'STHeiti' not found.\n",
      "findfont: Font family 'STHeiti' not found.\n",
      "findfont: Font family 'STHeiti' not found.\n",
      "findfont: Font family 'STHeiti' not found.\n",
      "findfont: Font family 'STHeiti' not found.\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 8
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-08-18T07:58:22.338532Z",
     "start_time": "2025-08-18T07:58:22.170414Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 绘制柱状图\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib import rcParams # 字体\n",
    "# rcParams['font.family'] = 'STHeiti' #mac  win:SimHei\n",
    "rcParams['font.sans-serif'] = 'STHeiti'\n",
    "# 创建图表，设置大小\n",
    "plt.figure(figsize=(10,5))\n",
    "\n",
    "# 要绘图的数据\n",
    "subjects = ['语文','数学','英语','科学']\n",
    "scores = [85, 92, 78, 88]\n",
    "\n",
    "# 绘制柱状图\n",
    "plt.bar(subjects,scores,\n",
    "        label='小红',\n",
    "        color='orange',\n",
    "        width=0.6,)\n",
    "#\n",
    "# 添加标题\n",
    "plt.title('2025年成绩分布', color='red',fontsize=20)\n",
    "# 添加坐标轴的标签\n",
    "plt.xlabel('科目',fontsize=10)\n",
    "plt.ylabel('分数',fontsize=10)\n",
    "# 添加图例\n",
    "plt.legend(loc='upper right')\n",
    "# 添加网格线\n",
    "plt.grid(axis='y',alpha=0.1,color='blue',linestyle='--')\n",
    "# plt.grid(axis='x')\n",
    "# 设置刻度字体大小\n",
    "plt.xticks(rotation=0,fontsize=12)\n",
    "plt.yticks(rotation=0,fontsize=12)\n",
    "# 设置y轴的范围\n",
    "plt.ylim(0,100)\n",
    "# 在每个数据点上显示数值\n",
    "for x,y in zip(subjects,scores):\n",
    "    plt.text(x,y+1,str(y),ha='center',va='bottom',fontsize=10)\n",
    "# 自动优化排版\n",
    "plt.tight_layout()\n",
    "# 显示图表\n",
    "plt.show()"
   ],
   "id": "9b10e18b6041e994",
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "findfont: Font family 'STHeiti' not found.\n",
      "findfont: Font family 'STHeiti' not found.\n",
      "C:\\Users\\49247\\AppData\\Local\\Temp\\ipykernel_18284\\3382435901.py:38: UserWarning: Glyph 35821 (\\N{CJK UNIFIED IDEOGRAPH-8BED}) missing from font(s) DejaVu Sans.\n",
      "  plt.tight_layout()\n",
      "C:\\Users\\49247\\AppData\\Local\\Temp\\ipykernel_18284\\3382435901.py:38: UserWarning: Glyph 25991 (\\N{CJK UNIFIED IDEOGRAPH-6587}) missing from font(s) DejaVu Sans.\n",
      "  plt.tight_layout()\n",
      "findfont: Font family 'STHeiti' not found.\n",
      "C:\\Users\\49247\\AppData\\Local\\Temp\\ipykernel_18284\\3382435901.py:38: UserWarning: Glyph 25968 (\\N{CJK UNIFIED IDEOGRAPH-6570}) missing from font(s) DejaVu Sans.\n",
      "  plt.tight_layout()\n",
      "C:\\Users\\49247\\AppData\\Local\\Temp\\ipykernel_18284\\3382435901.py:38: UserWarning: Glyph 23398 (\\N{CJK UNIFIED IDEOGRAPH-5B66}) missing from font(s) DejaVu Sans.\n",
      "  plt.tight_layout()\n",
      "findfont: Font family 'STHeiti' not found.\n",
      "C:\\Users\\49247\\AppData\\Local\\Temp\\ipykernel_18284\\3382435901.py:38: UserWarning: Glyph 33521 (\\N{CJK UNIFIED IDEOGRAPH-82F1}) missing from font(s) DejaVu Sans.\n",
      "  plt.tight_layout()\n",
      "findfont: Font family 'STHeiti' not found.\n",
      "C:\\Users\\49247\\AppData\\Local\\Temp\\ipykernel_18284\\3382435901.py:38: UserWarning: Glyph 31185 (\\N{CJK UNIFIED IDEOGRAPH-79D1}) missing from font(s) DejaVu Sans.\n",
      "  plt.tight_layout()\n",
      "findfont: Font family 'STHeiti' not found.\n",
      "findfont: Font family 'STHeiti' not found.\n",
      "C:\\Users\\49247\\AppData\\Local\\Temp\\ipykernel_18284\\3382435901.py:38: UserWarning: Glyph 30446 (\\N{CJK UNIFIED IDEOGRAPH-76EE}) missing from font(s) DejaVu Sans.\n",
      "  plt.tight_layout()\n",
      "findfont: Font family 'STHeiti' not found.\n",
      "findfont: Font family 'STHeiti' not found.\n",
      "findfont: Font family 'STHeiti' not found.\n",
      "findfont: Font family 'STHeiti' not found.\n",
      "findfont: Font family 'STHeiti' not found.\n",
      "findfont: Font family 'STHeiti' not found.\n",
      "findfont: Font family 'STHeiti' not found.\n",
      "C:\\Users\\49247\\AppData\\Local\\Temp\\ipykernel_18284\\3382435901.py:38: UserWarning: Glyph 20998 (\\N{CJK UNIFIED IDEOGRAPH-5206}) missing from font(s) DejaVu Sans.\n",
      "  plt.tight_layout()\n",
      "findfont: Font family 'STHeiti' not found.\n",
      "findfont: Font family 'STHeiti' not found.\n",
      "C:\\Users\\49247\\AppData\\Local\\Temp\\ipykernel_18284\\3382435901.py:38: UserWarning: Glyph 24180 (\\N{CJK UNIFIED IDEOGRAPH-5E74}) missing from font(s) DejaVu Sans.\n",
      "  plt.tight_layout()\n",
      "C:\\Users\\49247\\AppData\\Local\\Temp\\ipykernel_18284\\3382435901.py:38: UserWarning: Glyph 25104 (\\N{CJK UNIFIED IDEOGRAPH-6210}) missing from font(s) DejaVu Sans.\n",
      "  plt.tight_layout()\n",
      "C:\\Users\\49247\\AppData\\Local\\Temp\\ipykernel_18284\\3382435901.py:38: UserWarning: Glyph 32489 (\\N{CJK UNIFIED IDEOGRAPH-7EE9}) missing from font(s) DejaVu Sans.\n",
      "  plt.tight_layout()\n",
      "C:\\Users\\49247\\AppData\\Local\\Temp\\ipykernel_18284\\3382435901.py:38: UserWarning: Glyph 24067 (\\N{CJK UNIFIED IDEOGRAPH-5E03}) missing from font(s) DejaVu Sans.\n",
      "  plt.tight_layout()\n",
      "findfont: Font family 'STHeiti' not found.\n",
      "findfont: Font family 'STHeiti' not found.\n",
      "findfont: Font family 'STHeiti' not found.\n",
      "findfont: Font family 'STHeiti' not found.\n",
      "findfont: Font family 'STHeiti' not found.\n",
      "C:\\Users\\49247\\AppData\\Local\\Temp\\ipykernel_18284\\3382435901.py:38: UserWarning: Glyph 23567 (\\N{CJK UNIFIED IDEOGRAPH-5C0F}) missing from font(s) DejaVu Sans.\n",
      "  plt.tight_layout()\n",
      "C:\\Users\\49247\\AppData\\Local\\Temp\\ipykernel_18284\\3382435901.py:38: UserWarning: Glyph 32418 (\\N{CJK UNIFIED IDEOGRAPH-7EA2}) missing from font(s) DejaVu Sans.\n",
      "  plt.tight_layout()\n",
      "findfont: Font family 'STHeiti' not found.\n",
      "findfont: Font family 'STHeiti' not found.\n",
      "findfont: Font family 'STHeiti' not found.\n",
      "findfont: Font family 'STHeiti' not found.\n",
      "findfont: Font family 'STHeiti' not found.\n",
      "findfont: Font family 'STHeiti' not found.\n",
      "findfont: Font family 'STHeiti' not found.\n",
      "findfont: Font family 'STHeiti' not found.\n",
      "findfont: Font family 'STHeiti' not found.\n",
      "E:\\python-workspace\\python_analyse\\.venv\\Lib\\site-packages\\IPython\\core\\pylabtools.py:170: UserWarning: Glyph 20998 (\\N{CJK UNIFIED IDEOGRAPH-5206}) missing from font(s) DejaVu Sans.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "E:\\python-workspace\\python_analyse\\.venv\\Lib\\site-packages\\IPython\\core\\pylabtools.py:170: UserWarning: Glyph 25968 (\\N{CJK UNIFIED IDEOGRAPH-6570}) missing from font(s) DejaVu Sans.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "findfont: Font family 'STHeiti' not found.\n",
      "findfont: Font family 'STHeiti' not found.\n",
      "E:\\python-workspace\\python_analyse\\.venv\\Lib\\site-packages\\IPython\\core\\pylabtools.py:170: UserWarning: Glyph 24180 (\\N{CJK UNIFIED IDEOGRAPH-5E74}) missing from font(s) DejaVu Sans.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "E:\\python-workspace\\python_analyse\\.venv\\Lib\\site-packages\\IPython\\core\\pylabtools.py:170: UserWarning: Glyph 25104 (\\N{CJK UNIFIED IDEOGRAPH-6210}) missing from font(s) DejaVu Sans.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "E:\\python-workspace\\python_analyse\\.venv\\Lib\\site-packages\\IPython\\core\\pylabtools.py:170: UserWarning: Glyph 32489 (\\N{CJK UNIFIED IDEOGRAPH-7EE9}) missing from font(s) DejaVu Sans.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "E:\\python-workspace\\python_analyse\\.venv\\Lib\\site-packages\\IPython\\core\\pylabtools.py:170: UserWarning: Glyph 24067 (\\N{CJK UNIFIED IDEOGRAPH-5E03}) missing from font(s) DejaVu Sans.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "findfont: Font family 'STHeiti' not found.\n",
      "E:\\python-workspace\\python_analyse\\.venv\\Lib\\site-packages\\IPython\\core\\pylabtools.py:170: UserWarning: Glyph 35821 (\\N{CJK UNIFIED IDEOGRAPH-8BED}) missing from font(s) DejaVu Sans.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "E:\\python-workspace\\python_analyse\\.venv\\Lib\\site-packages\\IPython\\core\\pylabtools.py:170: UserWarning: Glyph 25991 (\\N{CJK UNIFIED IDEOGRAPH-6587}) missing from font(s) DejaVu Sans.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "findfont: Font family 'STHeiti' not found.\n",
      "E:\\python-workspace\\python_analyse\\.venv\\Lib\\site-packages\\IPython\\core\\pylabtools.py:170: UserWarning: Glyph 23398 (\\N{CJK UNIFIED IDEOGRAPH-5B66}) missing from font(s) DejaVu Sans.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "findfont: Font family 'STHeiti' not found.\n",
      "E:\\python-workspace\\python_analyse\\.venv\\Lib\\site-packages\\IPython\\core\\pylabtools.py:170: UserWarning: Glyph 33521 (\\N{CJK UNIFIED IDEOGRAPH-82F1}) missing from font(s) DejaVu Sans.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "findfont: Font family 'STHeiti' not found.\n",
      "E:\\python-workspace\\python_analyse\\.venv\\Lib\\site-packages\\IPython\\core\\pylabtools.py:170: UserWarning: Glyph 31185 (\\N{CJK UNIFIED IDEOGRAPH-79D1}) missing from font(s) DejaVu Sans.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "findfont: Font family 'STHeiti' not found.\n",
      "findfont: Font family 'STHeiti' not found.\n",
      "findfont: Font family 'STHeiti' not found.\n",
      "findfont: Font family 'STHeiti' not found.\n",
      "findfont: Font family 'STHeiti' not found.\n",
      "E:\\python-workspace\\python_analyse\\.venv\\Lib\\site-packages\\IPython\\core\\pylabtools.py:170: UserWarning: Glyph 30446 (\\N{CJK UNIFIED IDEOGRAPH-76EE}) missing from font(s) DejaVu Sans.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "findfont: Font family 'STHeiti' not found.\n",
      "findfont: Font family 'STHeiti' not found.\n",
      "findfont: Font family 'STHeiti' not found.\n",
      "findfont: Font family 'STHeiti' not found.\n",
      "findfont: Font family 'STHeiti' not found.\n",
      "findfont: Font family 'STHeiti' not found.\n",
      "findfont: Font family 'STHeiti' not found.\n",
      "findfont: Font family 'STHeiti' not found.\n",
      "findfont: Font family 'STHeiti' not found.\n",
      "findfont: Font family 'STHeiti' not found.\n",
      "findfont: Font family 'STHeiti' not found.\n",
      "findfont: Font family 'STHeiti' not found.\n",
      "findfont: Font family 'STHeiti' not found.\n",
      "findfont: Font family 'STHeiti' not found.\n",
      "findfont: Font family 'STHeiti' not found.\n",
      "findfont: Font family 'STHeiti' not found.\n",
      "findfont: Font family 'STHeiti' not found.\n",
      "findfont: Font family 'STHeiti' not found.\n",
      "E:\\python-workspace\\python_analyse\\.venv\\Lib\\site-packages\\IPython\\core\\pylabtools.py:170: UserWarning: Glyph 23567 (\\N{CJK UNIFIED IDEOGRAPH-5C0F}) missing from font(s) DejaVu Sans.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "E:\\python-workspace\\python_analyse\\.venv\\Lib\\site-packages\\IPython\\core\\pylabtools.py:170: UserWarning: Glyph 32418 (\\N{CJK UNIFIED IDEOGRAPH-7EA2}) missing from font(s) DejaVu Sans.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "findfont: Font family 'STHeiti' not found.\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 4
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-08-18T07:58:59.029662Z",
     "start_time": "2025-08-18T07:58:58.906144Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 绘制条形图\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib import rcParams # 字体\n",
    "# rcParams['font.family'] = 'SimHei' #mac  win:SimHei\n",
    "rcParams['font.sans-serif'] = 'SimHei'\n",
    "# 创建图表，设置大小\n",
    "plt.figure(figsize=(10,5))\n",
    "\n",
    "# 要绘图的数据\n",
    "countries = ['United States','China','Japan','Germany','India']\n",
    "gdp = [ 92,78, 43, 22,8]\n",
    "#\n",
    "# 绘制条形图\n",
    "plt.barh(countries,gdp,color='orange',)\n",
    "\n",
    "# 添加标题\n",
    "plt.title('2025年GDP排名', color='red',fontsize=20)\n",
    "# 添加坐标轴的标签\n",
    "plt.xlabel('GDP',fontsize=10)\n",
    "plt.ylabel('国家',fontsize=10)\n",
    "# 自动优化排版\n",
    "plt.tight_layout()\n",
    "# 显示图表\n",
    "plt.show()"
   ],
   "id": "469eb85136c6e825",
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "findfont: Font family 'STHeiti' not found.\n",
      "findfont: Font family 'STHeiti' not found.\n",
      "findfont: Font family 'STHeiti' not found.\n",
      "findfont: Font family 'STHeiti' not found.\n",
      "findfont: Font family 'STHeiti' not found.\n",
      "findfont: Font family 'STHeiti' not found.\n",
      "findfont: Font family 'STHeiti' not found.\n",
      "findfont: Font family 'STHeiti' not found.\n",
      "findfont: Font family 'STHeiti' not found.\n",
      "findfont: Font family 'STHeiti' not found.\n",
      "findfont: Font family 'STHeiti' not found.\n",
      "findfont: Font family 'STHeiti' not found.\n",
      "findfont: Font family 'STHeiti' not found.\n",
      "C:\\Users\\49247\\AppData\\Local\\Temp\\ipykernel_18284\\2927911181.py:22: UserWarning: Glyph 22269 (\\N{CJK UNIFIED IDEOGRAPH-56FD}) missing from font(s) DejaVu Sans.\n",
      "  plt.tight_layout()\n",
      "C:\\Users\\49247\\AppData\\Local\\Temp\\ipykernel_18284\\2927911181.py:22: UserWarning: Glyph 23478 (\\N{CJK UNIFIED IDEOGRAPH-5BB6}) missing from font(s) DejaVu Sans.\n",
      "  plt.tight_layout()\n",
      "findfont: Font family 'STHeiti' not found.\n",
      "findfont: Font family 'STHeiti' not found.\n",
      "C:\\Users\\49247\\AppData\\Local\\Temp\\ipykernel_18284\\2927911181.py:22: UserWarning: Glyph 24180 (\\N{CJK UNIFIED IDEOGRAPH-5E74}) missing from font(s) DejaVu Sans.\n",
      "  plt.tight_layout()\n",
      "C:\\Users\\49247\\AppData\\Local\\Temp\\ipykernel_18284\\2927911181.py:22: UserWarning: Glyph 25490 (\\N{CJK UNIFIED IDEOGRAPH-6392}) missing from font(s) DejaVu Sans.\n",
      "  plt.tight_layout()\n",
      "C:\\Users\\49247\\AppData\\Local\\Temp\\ipykernel_18284\\2927911181.py:22: UserWarning: Glyph 21517 (\\N{CJK UNIFIED IDEOGRAPH-540D}) missing from font(s) DejaVu Sans.\n",
      "  plt.tight_layout()\n",
      "findfont: Font family 'STHeiti' not found.\n",
      "findfont: Font family 'STHeiti' not found.\n",
      "findfont: Font family 'STHeiti' not found.\n",
      "findfont: Font family 'STHeiti' not found.\n",
      "findfont: Font family 'STHeiti' not found.\n",
      "findfont: Font family 'STHeiti' not found.\n",
      "findfont: Font family 'STHeiti' not found.\n",
      "E:\\python-workspace\\python_analyse\\.venv\\Lib\\site-packages\\IPython\\core\\pylabtools.py:170: UserWarning: Glyph 22269 (\\N{CJK UNIFIED IDEOGRAPH-56FD}) missing from font(s) DejaVu Sans.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "E:\\python-workspace\\python_analyse\\.venv\\Lib\\site-packages\\IPython\\core\\pylabtools.py:170: UserWarning: Glyph 23478 (\\N{CJK UNIFIED IDEOGRAPH-5BB6}) missing from font(s) DejaVu Sans.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "findfont: Font family 'STHeiti' not found.\n",
      "findfont: Font family 'STHeiti' not found.\n",
      "E:\\python-workspace\\python_analyse\\.venv\\Lib\\site-packages\\IPython\\core\\pylabtools.py:170: UserWarning: Glyph 24180 (\\N{CJK UNIFIED IDEOGRAPH-5E74}) missing from font(s) DejaVu Sans.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "E:\\python-workspace\\python_analyse\\.venv\\Lib\\site-packages\\IPython\\core\\pylabtools.py:170: UserWarning: Glyph 25490 (\\N{CJK UNIFIED IDEOGRAPH-6392}) missing from font(s) DejaVu Sans.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "E:\\python-workspace\\python_analyse\\.venv\\Lib\\site-packages\\IPython\\core\\pylabtools.py:170: UserWarning: Glyph 21517 (\\N{CJK UNIFIED IDEOGRAPH-540D}) missing from font(s) DejaVu Sans.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "findfont: Font family 'STHeiti' not found.\n",
      "findfont: Font family 'STHeiti' not found.\n",
      "findfont: Font family 'STHeiti' not found.\n",
      "findfont: Font family 'STHeiti' not found.\n",
      "findfont: Font family 'STHeiti' not found.\n",
      "findfont: Font family 'STHeiti' not found.\n",
      "findfont: Font family 'STHeiti' not found.\n",
      "findfont: Font family 'STHeiti' not found.\n",
      "findfont: Font family 'STHeiti' not found.\n",
      "findfont: Font family 'STHeiti' not found.\n",
      "findfont: Font family 'STHeiti' not found.\n",
      "findfont: Font family 'STHeiti' not found.\n",
      "findfont: Font family 'STHeiti' not found.\n",
      "findfont: Font family 'STHeiti' not found.\n",
      "findfont: Font family 'STHeiti' not found.\n",
      "findfont: Font family 'STHeiti' not found.\n",
      "findfont: Font family 'STHeiti' not found.\n",
      "findfont: Font family 'STHeiti' not found.\n",
      "findfont: Font family 'STHeiti' not found.\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 5
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-08-18T08:04:57.549127Z",
     "start_time": "2025-08-18T08:04:57.460901Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 绘制饼图\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib import rcParams # 字体\n",
    "rcParams['font.family'] = 'SimHei' #mac  win:SimHei\n",
    "rcParams['font.sans-serif'] = 'SimHei'\n",
    "# 创建图表，设置大小\n",
    "plt.figure(figsize=(10,5))\n",
    "# 要绘图的数据\n",
    "things = ['学习','娱乐','运动','睡觉','其他']\n",
    "times = [6,4,1,8,5]\n",
    "colors = ['#66b3ff','#99ff99','#ffcc99','#ff9999','#ff4499']  #配色\n",
    "# 绘制饼图\n",
    "plt.pie(times,labels=things,\n",
    "        autopct='%.1f%%',  # 显示百分比\n",
    "        startangle=90, #调整初始画图的角度\n",
    "        colors = colors,\n",
    "        )\n",
    "# 添加标题\n",
    "plt.title('一天的时间分布', color='red',fontsize=20)\n",
    "# 自动优化排版\n",
    "plt.tight_layout()\n",
    "# 显示图表\n",
    "plt.show()"
   ],
   "id": "de230a0af0610ae",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 10
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-08-18T08:05:03.156284Z",
     "start_time": "2025-08-18T08:05:03.040499Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 绘制环形图\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib import rcParams # 字体\n",
    "rcParams['font.family'] = 'SimHei' #mac  win:SimHei\n",
    "rcParams['font.sans-serif'] = 'SimHei'\n",
    "# 创建图表，设置大小\n",
    "plt.figure(figsize=(10,5))\n",
    "# 要绘图的数据\n",
    "things = ['学习','娱乐','运动','睡觉','其他']\n",
    "times = [6,4,1,8,5]\n",
    "colors = ['#66b3ff','#99ff99','#ffcc99','#ff9999','#ff4499']  #配色\n",
    "# 绘制饼图\n",
    "plt.pie(times,labels=things,\n",
    "        autopct='%.1f%%',  # 显示百分比\n",
    "        startangle=90, #调整初始画图的角度\n",
    "        colors = colors,# 设置饼图的配色\n",
    "        wedgeprops={'width':0.6},#设置圆环的宽度\n",
    "        pctdistance=0.6, #设置百分比的位置\n",
    "        )\n",
    "# 添加标题\n",
    "plt.title('一天的时间分布', color='red',fontsize=20)\n",
    "plt.text(0,0,'总计：\\n100%',ha='center',va='bottom',fontsize=10)\n",
    "# 自动优化排版\n",
    "plt.tight_layout()\n",
    "# 显示图表\n",
    "plt.show()"
   ],
   "id": "6b4f401bcea16160",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 11
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-08-18T08:05:22.411926Z",
     "start_time": "2025-08-18T08:05:22.341581Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 绘制爆炸式饼图\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib import rcParams # 字体\n",
    "# rcParams['font.family'] = 'SimHei' #mac  win:SimHei\n",
    "rcParams['font.sans-serif'] = 'SimHei'\n",
    "# 创建图表，设置大小\n",
    "plt.figure(figsize=(10,5))\n",
    "# 要绘图的数据\n",
    "things = ['学习','娱乐','运动','睡觉','其他']\n",
    "times = [6,4,1,8,5]\n",
    "colors = ['#66b3ff','#99ff99','#ffcc99','#ff9999','#ff4499']  #配色\n",
    "explode = [0.1,0,0,0,0]#设置突出块的位置\n",
    "# 绘制饼图\n",
    "plt.pie(times,labels=things,\n",
    "        autopct='%.1f%%',  # 显示百分比\n",
    "        startangle=0, #调整初始画图的角度\n",
    "        colors = colors,\n",
    "        explode = explode,#设置突出块\n",
    "        shadow=True,\n",
    "        )\n",
    "# 添加标题\n",
    "plt.title('一天的时间分布', color='red',fontsize=20)\n",
    "# 自动优化排版\n",
    "plt.tight_layout()\n",
    "# 显示图表\n",
    "plt.show()"
   ],
   "id": "9f1b1659001c6efd",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 12
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-08-18T08:05:38.352336Z",
     "start_time": "2025-08-18T08:05:38.229786Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 绘制散点图\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib import rcParams # 字体\n",
    "# rcParams['font.family'] = 'SimHei' #mac  win:SimHei\n",
    "rcParams['font.sans-serif'] = 'SimHei'\n",
    "# 创建图表，设置大小\n",
    "plt.figure(figsize=(10,5))\n",
    "\n",
    "# 要绘图的数据\n",
    "scores=[50,55,60,65,70,75,80]\n",
    "hours=[1,2,3,4,5,6,7]\n",
    "\n",
    "# 绘制散点图\n",
    "plt.scatter(hours,scores)\n",
    "\n",
    "# 显示图表\n",
    "plt.show()"
   ],
   "id": "2c6f1a2281f24370",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 13
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-08-18T08:06:02.881343Z",
     "start_time": "2025-08-18T08:06:02.754325Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 箱线图\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# 模拟 3 门课的成绩\n",
    "data = {\n",
    "    '语文': [82, 85, 88, 70, 90, 76, 84, 83, 95],\n",
    "    '数学': [75, 80, 79, 93, 88, 82, 87, 89, 92],\n",
    "    '英语': [70, 72, 68, 65, 78, 80, 85, 90, 95]\n",
    "}\n",
    "plt.figure(figsize=(8, 6))\n",
    "plt.boxplot(data.values(), tick_labels=data.keys())\n",
    "\n",
    "plt.title(\"各科成绩分布（箱线图）\")\n",
    "plt.ylabel(\"分数\")\n",
    "plt.grid(True, axis='y', linestyle='--', alpha=0.5)\n",
    "plt.show()"
   ],
   "id": "b7a1f7e7fd281430",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 14
  },
  {
   "metadata": {},
   "cell_type": "code",
   "outputs": [],
   "execution_count": null,
   "source": [
    "'''\n",
    "折线图：趋势随时间变化\n",
    "条形图/柱状图：类别之间对比\n",
    "饼图：整体组成比例\n",
    "散点图：两变量相关性\n",
    "箱线图：数据分布、异常\n",
    "'''"
   ],
   "id": "d686c6380ba83b9d"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-08-18T08:06:35.060729Z",
     "start_time": "2025-08-18T08:06:34.827466Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 多个图的绘制方法\n",
    "import matplotlib.pyplot as plt\n",
    "# 要绘图的数据\n",
    "month = ['1','2','3','4']\n",
    "sales = [100,150,80,130]\n",
    "\n",
    "# 动态图表的生成\n",
    "# f1 = plt.subplot(2,2,1) #生成一个子图 行 列 索引\n",
    "f1 = plt.subplot(221) #生成一个子图 行 列 索引\n",
    "f1.plot(month,sales)\n",
    "f2 = plt.subplot(2,2,2)\n",
    "f2.bar(month,sales)\n",
    "f3 = plt.subplot(2,2,3)\n",
    "f3.scatter(month,sales)\n",
    "f4 = plt.subplot(224)\n",
    "f4.barh(month,sales)"
   ],
   "id": "4251596f84217d82",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<BarContainer object of 4 artists>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 4 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 15
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-08-18T08:07:00.473171Z",
     "start_time": "2025-08-18T08:06:59.878575Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 分析案例：温度分析\n",
    "# 1. 导入库\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib import rcParams\n",
    "rcParams['font.sans-serif'] = 'SimHei'\n",
    "\n",
    "# 2. 导入数据\n",
    "df = pd.read_csv('data/weather.csv')\n",
    "df.head()\n",
    "# 绘制气温的趋势变化图\n",
    "df['date'] = pd.to_datetime(df['date'])\n",
    "df=df[df['date'].dt.year==2015]\n",
    "plt.figure(figsize=(15,10))\n",
    "plt.plot(df['date'],df['temp_max'],label='最高气温')\n",
    "plt.plot(df['date'],df['temp_min'],label='最低气温')\n",
    "plt.title('2015年气温趋势变化图')\n",
    "plt.xlabel('日期')\n",
    "plt.ylabel('气温')\n",
    "plt.legend()\n",
    "\n",
    "# 绘制降水量的直方图\n",
    "df['temp_mean'] = (df['temp_max'] + df['temp_min'])/2\n",
    "plt.figure(figsize=(15,10))\n",
    "plt.plot(df['date'],df['temp_mean'],label='平均气温')\n",
    "plt.title('2015年气温趋势变化图')\n",
    "plt.xlabel('日期')\n",
    "plt.ylabel('气温')\n",
    "plt.legend()\n",
    "# 绘制降水量的直方图\n",
    "plt.hist(df['precipitation'],bins=5)"
   ],
   "id": "123ec01aedec0b1f",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([334.,  15.,  13.,   0.,   3.]),\n",
       " array([ 0.  , 11.18, 22.36, 33.54, 44.72, 55.9 ]),\n",
       " <BarContainer object of 5 artists>)"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\python-workspace\\python_analyse\\.venv\\Lib\\site-packages\\IPython\\core\\events.py:82: UserWarning: Glyph 8722 (\\N{MINUS SIGN}) missing from font(s) SimHei.\n",
      "  func(*args, **kwargs)\n",
      "E:\\python-workspace\\python_analyse\\.venv\\Lib\\site-packages\\IPython\\core\\pylabtools.py:170: UserWarning: Glyph 8722 (\\N{MINUS SIGN}) missing from font(s) SimHei.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1500x1000 with 1 Axes>"
      ],
      "image/png": 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     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1500x1000 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 16
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
